{"id":"W6889729772","doi":"10.25951/4067","title":"This Language, A River: A History of English, K. Aaron Smith and Susan M. Kim, Peterborough, Ontario: Broadview, 2018, 360 pp.","year":2019,"lang":"en","type":"other","venue":"Wydawnictwo Uniwersytetu Jana Kochanowskiego w Kielcach","topic":"Imbalanced Data Classification Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"George (robot); Industrial Revolution; Work (physics); Line drawings","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002894058,0.001203974,0.001212195,0.004040531,0.002826556,0.006918464,0.001272991,0.001479907,0.03164807],"category_scores_gemma":[0.00616502,0.0007219394,0.0004802345,0.007472407,0.004455952,0.009972459,0.001960844,0.003767872,0.02433103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004427434,"about_ca_system_score_gemma":0.006495119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05149251,"about_ca_topic_score_gemma":0.1245883,"domain_scores_codex":[0.9985083,0.0004087867,0.000155043,0.0002127578,0.0005868654,0.000128288],"domain_scores_gemma":[0.9961754,0.0018966,0.000175593,0.0001961057,0.001196603,0.0003596617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002484822,0.000009064391,0.000206112,0.0005168149,0.000007097366,0.00005385637,0.00181308,0.0000610541,0.0001179888,0.01221168,0.8638748,0.1211035],"study_design_scores_gemma":[9.379607e-7,0.000002171686,0.0002629069,0.0003567355,0.000001910996,0.00005330941,0.0006196634,0.00002499184,0.00003909428,0.002190716,0.9964424,0.000005236227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006969423,0.7923728,0.005882532,0.1008494,0.01943135,0.00002185218,0.001038768,0.0005105734,0.0791958],"genre_scores_gemma":[0.01190739,0.7130082,0.006954407,0.01664631,0.01392165,0.00007345456,0.001240758,0.001590584,0.2346572],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05149251,"threshold_uncertainty_score":0.1058733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01052572236345492,"score_gpt":0.2193090866235419,"score_spread":0.208783364260087,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}